skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
2,902 skills.open_roles · 2.2% skills.of_panel · Median $154,800/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=2,902, skills.as_of_short 2026-10-18 · skills.geo_answer_method

2,902
skills.stat_open_roles
2.2%
skills.stat_share
skills.of_panel
1,044
skills.stat_rated_ranges
$154,800
skills.stat_median
P25 $107,500 · P75 $200,000

skills.by_family_title

skills.by_family_caption

Engineering65.1% (1,889)Data & ML20.6% (598)Consulting2.9% (85)Sales2.9% (85)Other2.4% (70)People & HR2.0% (57)Operations1.4% (41)Product1.3% (39)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 1,889 65.1%
Data & ML 598 20.6%
Consulting 85 2.9%
Sales 85 2.9%
Other 70 2.4%
People & HR 57 2.0%
Operations 41 1.4%
Product 39 1.3%
Finance 10 0.3%
Design 8 0.3%
Marketing 8 0.3%
Support 6 0.2%
Legal 4 0.1%
Retail & Hospitality 2 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 841 29.0%
India 226 7.8%
United Kingdom 195 6.7%
Canada 162 5.6%
Germany 115 4.0%
Spain 99 3.4%
France 83 2.9%
Poland 81 2.8%
Brazil 75 2.6%
Japan 51 1.8%
Singapore 51 1.8%
Portugal 46 1.6%
Ireland 44 1.5%
Mexico 43 1.5%
Slovakia 39 1.3%
Sweden 33 1.1%
Netherlands 31 1.1%
Australia 29 1.0%
Greece 25 0.9%
Switzerland 19 0.7%
Austria 18 0.6%
Czechia 18 0.6%
PH 18 0.6%
Belgium 17 0.6%
Bulgaria 17 0.6%
Italy 17 0.6%
AR 15 0.5%
South Korea 15 0.5%
New Zealand 15 0.5%
China 14 0.5%
EG 14 0.5%
Taiwan 14 0.5%
UA 14 0.5%
Lithuania 13 0.4%
Romania 13 0.4%
TH 13 0.4%
VN 13 0.4%
United Arab Emirates 11 0.4%
CO 11 0.4%
ID 10 0.3%
Hong Kong 9 0.3%
MY 9 0.3%
Norway 7 0.2%
RS 7 0.2%
ZA 7 0.2%
Israel 5 0.2%
Hungary 4 0.1%
Luxembourg 4 0.1%
MT 4 0.1%
CR 3 0.1%
Denmark 3 0.1%
Finland 3 0.1%
MA 3 0.1%
UY 3 0.1%
CL 2 0.1%
Estonia 2 0.1%
Latvia 2 0.1%
NG 2 0.1%
SA 2 0.1%
TN 2 0.1%
CY 1 0.0%
KE 1 0.0%
PE 1 0.0%

skills.cooccur_title

skills.cooccur_caption

Python n=9,587 Excel n=9,003 SQL n=7,324 Roadmapping n=7,151 AWS n=6,210 LLM n=5,045 Agile n=4,513 CI/CD n=4,455 iOS n=4,411 Salesforce n=4,044 CRM n=3,905 Azure n=3,894

skills.related_title

Procurement n=3,893 Supply Chain n=3,812 GCP n=3,515 Kubernetes n=3,343 Negotiation n=3,223 React n=3,097 Java n=3,014 Account Management n=2,710 A/B Testing n=2,658 TypeScript n=2,591 Payroll n=2,517 Linux n=2,347

skills.method_note salaries.geo_answer_method →